Verification Strategy
Thorough verification of completed work before declaring done
Data Analysis
Comprehensive data analysis skill for CSV files using Python and pandas
Production Monitoring
Production observability — OpenTelemetry traces, structured logging, metrics, alerting, health endpoints, and SLO definition. Use this skill when the user mentions monitoring, observability, logging, metrics, traces, alerts, SLOs, or says /production monitoring. Triggers on observability discussions, OTEL setup, structured logging configuration, Prometheus/Grafana setup, or alerting rules.
Production
Main orchestrator for the production-stack-skills pack. Routes /production subcommands to specialized skills. Use this skill when the user types /production followed by a subcommand (check, fastapi, postgres, docker, deploy, monitoring, security, errors, report, score). Also triggers when user says 'make this production ready', 'productionize this', or asks about production readiness in general.
Content Hackernews
Hacker News post generation for Show HN, Ask HN, and submissions. Use when user wants to post to Hacker News or write a Show HN/Ask HN post.
Production Fastapi
Production-grade FastAPI patterns — structured logging, health checks, graceful shutdown, middleware, Pydantic v2, async patterns, error handling, and security hardening. Use this skill when the user is building or modifying a FastAPI application, working with Pydantic models, configuring Starlette middleware, setting up Uvicorn/Gunicorn, or asks about FastAPI best practices. Triggers when import…
Report Writing
Guidelines for writing well-structured, cited research reports
Pydantic Ai Backend
File Storage & Sandbox Backends for Pydantic AI: console tools for file operations, Docker-isolated sandboxes for safe execution, and permission system with presets for access control. Enables secure multi-user handling and testing in agents via in-memory, local, or containerized storage.
Production Planner
Architecture planning for production systems — guides system design with scalability, reliability, security, and operational concerns from day one. Use this skill when the user asks to plan architecture, design a system, plan a new service, discuss system design, or says 'plan this', 'how should I architect this', 'design the system for'. Triggers on architecture discussions, system design, API d…
Test Generator
Generate pytest test cases for Python functions and classes
Alembic Migration
Change the PostgreSQL schema with Alembic — add or alter a table, column, index or constraint, backfill data, or tighten a rule on a column that already holds rows. Use whenever a SQLAlchemy model changes, and whenever a validation rule narrows on a field stored as JSON. A model change without a migration passes the unit suite (sessions are mocked) and breaks on real Postgres.
Agenticos
One place to build, run and govern your company's AI agents — skills, context files, MCP at registry scale, automations, budgets and an audit trail. Self-hosted and open source, on your own Postgres and Docker.
Content Audit
Content quality audit with anti-slop detection and brand consistency scoring. Use when user wants to check content quality, audit a draft, score content, verify brand consistency, detect AI-generated patterns, or run a quality check before publishing.
Systematic Debugging
Systematic approach to diagnosing and fixing errors
AML alert narrative
Write the factual narrative behind a monitoring alert for an analyst to decide on.
Content Reddit
Subreddit-aware post generation that matches community norms. Use when user wants to create a Reddit post or comment for any subreddit.
Credit file summary
Summarise an application pack into the facts a credit decision needs, and nothing else.
Content Blog
Long-form blog post generation with brand voice integration and anti-slop enforcement. Use when user wants to write a blog post, article, tutorial, case study, opinion piece, deep dive, or listicle.
Content Twitter
X/Twitter thread and single tweet generation with brand voice and hook-first writing. Use when user wants to create a tweet, thread, X post, or Twitter content.
Content Setup
Interactive brand onboarding that creates the /brand/ directory with BRAND.md, VOICE.md, and VISUAL.md. Use when user runs /content setup, /content brand show, /content brand update, or /content voice. Also triggers when any content skill detects brand/ is missing.
Content Video
Video script generation and Remotion composition scaffolding. Use when user wants to create video content, storyboards, Remotion scripts, social media shorts, explainer videos, or video scripts.
Agent Capability
Add or change what an agent can do — a new tool the model can call, a new capability (knowledge, web search, charts, a guardrail, a compaction strategy), a tool rename, or a per-tool approval gate. Use whenever the ask is "give the agent a new tool/function/action", "add a capability", "let the agent do X". There is no @agent.tool and no assistant module in this project; every tool arrives throug…
Bundle preparation
Assemble and check a document bundle against the court's requirements.
Supplier chase
Detect a late purchase order, chase it with the right ask, and escalate on a schedule.
Claim intake triage
Turn a first notification of loss into a structured, complete claim record.
Product description writer
Write listing copy from the spec sheet, without inventing an attribute.
Returns and exchanges
Decide a return without asking, know what needs a person, and refuse with a next step.
Consent explainer
Explain a consent form in plain language without advising, and route every clinical question.
Discharge summary in plain language
Rewrite a discharge summary for the patient without changing a single clinical fact.
Transaction dispute workflow
Classify a disputed transaction and drive it down the right path with the right evidence.
Conflict check summary
Assemble the entity and relationship picture a conflict decision needs.
Review response
Reply to a public review so the next reader is reassured, not the reviewer argued with.
Frontend Feature
Build or change a page, view or data-driven feature in the Next.js frontend — a route under the dashboard, wiring UI to a backend endpoint, a Zustand store, a permission that must hide a control, or localized copy. Use for any work in frontend/src, including "the page renders but shows an empty state" and "this button should not be visible to a Viewer".
Print file validation
Check an artwork file against the press requirements and say exactly what to fix.
Regulatory change digest
Compare two versions of a rulebook and report what changed and who it hits.
Agent Spec
Change the agent spec — add or remove a field, rename one, tighten a rule, bump SPEC_VERSION, change publish-time validation, or touch YAML export/import. Use whenever editing app/agents/spec.py or anything that reads a stored spec. Every published agent and every client git repository holds a copy of this format, so a change that only works forwards breaks agents nobody touched.
Referral letter draft
Assemble a structured referral from the record, and mark every field the notes cannot fill.
Client update letter
Tell a client where the matter is, what it costs and what happens next.
Clinical procedure lookup
Answer staff questions from SOPs and guidelines with a citation, and refuse when the procedure is silent.
Mcp Connections
Work with MCP servers — connect one, add an entry to the server catalog, debug "the agent cannot see my MCP tools" or a failing OAuth flow, or change how connections are probed, prefixed or filtered. Use when the ask involves an external SaaS tool (GitHub, Linear, Notion, Slack, Stripe, Postgres…) and before writing a capability that would just be an API client for one.
Product terms lookup
Answer questions about rates, fees and terms from the current document, with the version cited.
Order status answers
Answer where-is-my-order from the order and carrier record, and say what happens next.
Shipping and customs
Answer duties, delivery windows and restrictions for a destination, accurately.
KYC document review
Check an identity pack for completeness and consistency, and list what blocks onboarding.
Content
Content studio with brand consistency. Use this skill whenever the user wants to create content — blog posts, social media (X/Twitter, LinkedIn, Reddit, HN), presentations (Slidev/Reveal/Spectacle), infographics, image prompts, video scripts (Remotion), editorial calendars, or content audits. Also triggers on brand setup, voice profiling, content repurposing, and content strategy. Covers any requ…
Production Docker
Docker production hardening — multi-stage builds, non-root users, distroless images, BuildKit secrets, layer optimization, security scanning, and compose best practices. Use this skill when the user is creating or modifying Dockerfiles, docker-compose files, .dockerignore, or containerizing applications. Triggers on any Dockerfile, docker-compose.yml, .dockerignore, or when user mentions Docker,…
Appointment preparation
What a patient must bring, stop, fast for, or arrange before a listed appointment.
Deadline and limitation tracker
Compute and monitor the dates a matter turns on, and escalate before they bite.
Records request handling
Identity checks, lawful basis, timescales and refusals for a request to access records.
Permissions Rbac
Gate a route or a service on who may do it — add a permission, wire a role, decide between require() and resolve_access, share a resource with a grant, or debug "this user can see something they should not" and "a Viewer with an edit grant is being refused". Use for any authorization work, any new org-scoped route, and any review of one. There is no UserRole, RoleChecker or CurrentAdmin in this p…
Production Security
Production security hardening — secrets management, CORS policy, authentication patterns, authorization models, rate limiting, security headers, dependency scanning, and OWASP Top 10 awareness. Use this skill when the user works on authentication, authorization, secrets, CORS, rate limiting, security headers, or any security-adjacent code. Also trigger when user says /production security.
Environment Discovery
Systematic exploration of unknown environments before starting work
Test Writer
Generate comprehensive test suites for existing code
Channel Bot
Work with messaging-channel bots — Telegram, Slack or Mattermost. Register a bot, route inbound messages through an agent, choose webhook vs polling, handle an @slug mention, or add a new channel adapter. Use when wiring chat into a messaging platform or debugging bot delivery, identity linking or "the bot answered as itself".
Subagents Pydantic Ai
Subagent Delegation framework for Pydantic AI, enabling nested subagents that can spawn their own specialists on-the-fly, with smart sync/async/auto mode selection, runtime agent creation, and clean multi-agent architecture. Adds specialization, parallel execution, and task cancellation.
Month-end close checklist
Drive a close through its dependencies and report what is blocking it.
Production Check
Full production readiness audit with 0-100 score — scans the entire project across security, error handling, observability, deployment readiness, database patterns, and container hygiene. Launches parallel analysis, classifies findings by severity, and produces a prioritized action plan. Use this skill when user says /production check, /production score, asks 'is this production ready', 'audit th…
Content Linkedin
LinkedIn post generation with professional brand voice adaptation. Use when user wants to create a LinkedIn post, professional update, or LinkedIn content.
Medication list reconciliation
Compare medication lists from two sources and surface every discrepancy for a pharmacist.
Background Task
Add or change work that runs outside the request/response cycle — document ingestion, MCP refresh, reports, cleanups, scheduled jobs — or debug a task that vanished with nothing in the logs. Use when something is slow or fire-and-forget, when adding a periodic job, and before reaching for asyncio.create_task (which drops work silently in this codebase's exact failure mode).
Vault Secrets
Store, read or rotate a credential — a provider API key, a channel bot token, an MCP token, a third-party service key — or add a new secret kind. Use whenever a change touches a credential at rest, whenever something needs to be encrypted, and whenever reviewing code that could leak a plaintext key into a response, a log line or an audit entry. Everything seals through app/core/vault.py; there is…
Inventory alerting
Turn stock levels into a small number of decisions with a lead time attached.
Patient enquiry triage
Which patient messages an agent may answer, which go to a clinician, and what it must never do.
Document review first pass
Extract the operative terms of an agreement and flag what deviates from the standard.
Pydantic Deepagents
Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.
VIP and repeat customers
Recognise a high-value or at-risk customer and change the handling, not the tone.
Incident reporting assistant
Turn an account of a patient-safety incident into a complete, factual, blame-free report.
E2e Tests
Write or fix a Playwright end-to-end test in frontend/e2e — a new journey spec, a seeded fixture, or debugging "the e2e suite passes but the feature is broken" / "make test-e2e fails". Use for any spec that crosses the whole stack (sign in, build an agent, publish, run, approve). Every page in this product renders its empty state when a query fails, so a spec that asserts on chrome is a spec that…
Content Repurpose
Transform content from one format into multiple formats while maintaining brand consistency. Use when user wants to repurpose content, convert a blog post to tweets, turn a presentation into a blog, create multiple formats from one piece, or cross-post content.
Diagram Design
Best practices for creating research diagrams with Excalidraw MCP tools
Code Review
Systematic code review for bugs, security, style, and performance
Rag Knowledge
Work with the knowledge base — ingest documents, run semantic search, manage collections, add a sync connector (Google Drive, S3), change a parser or an ingestion setting. Use when populating or debugging retrieval, when a document upload fails or dies silently in a worker, or when "the agent cannot find something that is definitely in the collection". pgvector + per-organization embedding keys.
Content Strategy
Content strategy, ideation, positioning, and editorial direction. Use when user wants to plan content strategy, generate content ideas, define content pillars, create a content brief, or develop editorial positioning.
Build And Compile
Building, compiling, and resolving dependency issues across languages
Git Workflow
Git operations: commits, branches, PRs, and conflict resolution
Performant Code
Writing efficient code that handles large data and tight constraints
Skill Creator
Create new reusable skills from conversation context
Content Image
Image prompt engineering for AI image generation models. Use when user wants to generate images, create image prompts, or optimize prompts for DALL-E, Midjourney, Stable Diffusion, or other image generation tools.
Disclosure triage
Sort documents for relevance and privilege, and never decide privilege alone.
Content Infographic
Generate SVG and HTML infographics with brand-aware design. Use when user wants to create an infographic, data visualization, process flow, comparison chart, stat card, or visual data summary.
Content Presentation
Generate full HTML presentations using Slidev, Reveal.js, Spectacle, or raw HTML with brand integration. Use when user wants to create a presentation, slide deck, pitch deck, conference talk, workshop materials, keynote, sales deck, or client proposal slides. Even if user just says "slides" or "deck", use this skill.
Data Formats
Working with diverse data formats: binary, text, structured, and custom
Production Error Handling
Production error handling patterns — error taxonomy, retry with exponential backoff, circuit breakers, graceful degradation, dead-letter queues, and structured error logging. Use this skill when the user writes error-prone code (external API calls, database operations, file I/O, network calls), implements retry logic, or asks about resilience patterns. Also trigger when user says /production erro…
Production Review
Production-readiness code review that checks for security vulnerabilities, error handling, logging, configuration, performance, and operational concerns. Use this skill when the user asks for a code review, PR review, quality check, production readiness check, or says 'review this', 'is this production ready', 'check my code'. Also trigger when reviewing pull requests that touch backend services,…
Content Calendar
Editorial calendar planning and content scheduling. Use when user wants to plan a content calendar, create a publishing schedule, organize content across platforms, or plan a content series.
Production Postgres
PostgreSQL production patterns — safe migrations, indexing strategies, connection pooling, schema design, and query optimization. Use this skill when the user is working with PostgreSQL, writing database migrations (Alembic, Django migrations, raw SQL), designing database schemas, optimizing queries, setting up connection pooling (PgBouncer, asyncpg), or asks about database best practices. Trigge…
Research Methodology
Best practices for systematic research, source evaluation, and evidence gathering
Production Deploy
Pre-deployment validation and release management — structured checklists for database migrations, environment variables, rollback plans, backward compatibility, and deployment strategies. Use this skill when the user mentions deploy, release, ship to prod, merge to main, CI/CD pipeline, or says /production deploy. Triggers on deployment-related discussions, release planning, or pre-release valida…
Abandoned cart follow-up
Write a follow-up that answers the objection rather than repeating the offer.
Coding and billing support
Match a documented episode to the right billing code, and flag what the notes do not support.
Complaint handling
Acknowledge, classify and route a complaint within the regulatory clock.
Contract clause library
Retrieve the approved clause, its variants and the fallback position.
Project Docs
Write or fix the documentation site — add a page, update one after a behaviour change, fix a dead link or a failing docs build, add a diagram or an icon, or wire a new page into the nav. Use whenever docs/ or mkdocs.yml is touched, and whenever a code change alters behaviour a page describes. make docs-build runs --strict, so a dead link fails CI.
Refactor
Refactor code to improve structure and maintainability
Backend Tests
Write or extend the backend Python test suite — a unit test for a service, an integration test against a real Postgres, an API test through the FastAPI app, or the test a bug fix needs. Also for "coverage is failing", "make test is red", and deciding which of the four layers a test belongs in. Uses anyio (not pytest-asyncio) and a 100% coverage gate on the platform layer.
Policy renewal explainer
Explain what changed at renewal, why the price moved, and what the options are.